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all right so letamp;#39;s open up the raster data manipulation notebook so in this notebook we will learn uh how to do most common image processing operations like format conversion like cropping an image like resampling re-reading an image and multi-looking the reason we are going through these exercises is you will quickly realize that writing custom tools for this you are no longer going to be able to maintain it for every flavor of the operation that that you want so we at least i have personally resorted to using gdal for everything for these types of operations and the other useful thing is itamp;#39;s not only relevant for radar data it spans any kind of satellite data optical um uh or weather model and so on so gdawamp;#39;s a nice tool that lets you work with all these different types of data sets with the common interface so run the first cell you should see get the functionality in since iamp;#39;m starting fresh on this notebook let me download this stuff it should be r